{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# From `zipline` to `pyfolio`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Pyfolio](http://quantopian.github.io/pyfolio/) facilitates the analysis of portfolio performance and risk in-sample and out-of-sample using many standard metrics. It produces tear sheets covering the analysis of returns, positions, and transactions, as well as event risk during periods of market stress using several built-in scenarios, and also includes Bayesian out-of-sample performance analysis.\n",
    "\n",
    "* Open-source backtester by Quantopian Inc.\n",
    "* Powers Quantopian.com\n",
    "* State-of-the-art portfolio and risk analytics\n",
    "* Various models for transaction costs and slippage.\n",
    "* Open source and free: Apache v2 license\n",
    "* Can be used:\n",
    "   - stand alone\n",
    "   - with Zipline\n",
    "   - on Quantopian"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "Run this note the following from the command line to create a `conda` environment with `zipline` and `pyfolio`: \n",
    "```\n",
    "conda env create -f environment.yml\n",
    "```\n",
    "This assumes you have miniconda3 installed."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Imports & Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T19:12:31.745061Z",
     "start_time": "2020-06-17T19:12:31.743382Z"
    }
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T19:12:32.652197Z",
     "start_time": "2020-06-17T19:12:31.745998Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from pathlib import Path\n",
    "\n",
    "import re\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from pyfolio.utils import extract_rets_pos_txn_from_zipline\n",
    "from pyfolio.plotting import (plot_perf_stats,\n",
    "                              show_perf_stats,\n",
    "                              plot_rolling_beta,\n",
    "                              plot_rolling_returns,\n",
    "                              plot_rolling_sharpe,\n",
    "                              plot_drawdown_periods,\n",
    "                              plot_drawdown_underwater)\n",
    "\n",
    "from pyfolio.timeseries import perf_stats, extract_interesting_date_ranges"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T19:12:32.657624Z",
     "start_time": "2020-06-17T19:12:32.654360Z"
    }
   },
   "outputs": [],
   "source": [
    "sns.set_style('whitegrid')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Converting data from zipline to pyfolio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T19:12:33.257097Z",
     "start_time": "2020-06-17T19:12:32.659493Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 1008 entries, 2013-01-02 to 2016-12-30\n",
      "Data columns (total 39 columns):\n",
      "algo_volatility            1007 non-null float64\n",
      "algorithm_period_return    1008 non-null float64\n",
      "alpha                      1007 non-null float64\n",
      "benchmark_period_return    1008 non-null float64\n",
      "benchmark_volatility       1007 non-null float64\n",
      "beta                       1007 non-null float64\n",
      "capital_used               1008 non-null float64\n",
      "ending_cash                1008 non-null float64\n",
      "ending_exposure            1008 non-null float64\n",
      "ending_value               1008 non-null float64\n",
      "excess_return              1008 non-null float64\n",
      "factor_data                1008 non-null object\n",
      "gross_leverage             1008 non-null float64\n",
      "long_exposure              1008 non-null float64\n",
      "long_value                 1008 non-null float64\n",
      "longs_count                1008 non-null int64\n",
      "max_drawdown               1008 non-null float64\n",
      "max_leverage               1008 non-null float64\n",
      "net_leverage               1008 non-null float64\n",
      "orders                     1008 non-null object\n",
      "period_close               1008 non-null datetime64[ns, UTC]\n",
      "period_label               1008 non-null object\n",
      "period_open                1008 non-null datetime64[ns, UTC]\n",
      "pnl                        1008 non-null float64\n",
      "portfolio_value            1008 non-null float64\n",
      "positions                  1008 non-null object\n",
      "prices                     1008 non-null object\n",
      "returns                    1008 non-null float64\n",
      "sharpe                     1004 non-null float64\n",
      "short_exposure             1008 non-null float64\n",
      "short_value                1008 non-null float64\n",
      "shorts_count               1008 non-null int64\n",
      "sortino                    1004 non-null float64\n",
      "starting_cash              1008 non-null float64\n",
      "starting_exposure          1008 non-null float64\n",
      "starting_value             1008 non-null float64\n",
      "trading_days               1008 non-null int64\n",
      "transactions               1008 non-null object\n",
      "treasury_period_return     1008 non-null float64\n",
      "dtypes: datetime64[ns, UTC](2), float64(28), int64(3), object(6)\n",
      "memory usage: 315.0+ KB\n"
     ]
    }
   ],
   "source": [
    "with pd.HDFStore('backtests.h5') as store:\n",
    "    backtest = store['backtest/equal_weight']\n",
    "backtest.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`pyfolio` relies on portfolio returns and position data, and can also take into account the transaction costs and slippage losses of trading activity. The metrics are computed using the empyrical library that can also be used on a standalone basis. The performance DataFrame produced by the zipline backtesting engine can be translated into the requisite pyfolio input."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T19:12:34.379791Z",
     "start_time": "2020-06-17T19:12:33.258154Z"
    }
   },
   "outputs": [],
   "source": [
    "returns, positions, transactions = extract_rets_pos_txn_from_zipline(backtest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T19:12:34.392627Z",
     "start_time": "2020-06-17T19:12:34.382464Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2013-01-02 00:00:00+00:00    0.000000\n",
       "2013-01-03 00:00:00+00:00    0.000000\n",
       "2013-01-04 00:00:00+00:00    0.000000\n",
       "2013-01-07 00:00:00+00:00    0.000000\n",
       "2013-01-08 00:00:00+00:00   -0.000008\n",
       "2016-12-23 00:00:00+00:00    0.003176\n",
       "2016-12-27 00:00:00+00:00   -0.001204\n",
       "2016-12-28 00:00:00+00:00   -0.002015\n",
       "2016-12-29 00:00:00+00:00    0.000496\n",
       "2016-12-30 00:00:00+00:00   -0.001231\n",
       "Name: returns, dtype: float64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "returns.head().append(returns.tail())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T19:12:34.444752Z",
     "start_time": "2020-06-17T19:12:34.394351Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 1004 entries, 2013-01-08 to 2016-12-30\n",
      "Columns: 1375 entries, Equity(0 [A]) to cash\n",
      "dtypes: float64(1375)\n",
      "memory usage: 10.6 MB\n"
     ]
    }
   ],
   "source": [
    "positions.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T19:12:34.488704Z",
     "start_time": "2020-06-17T19:12:34.446221Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 1004 entries, 2013-01-08 to 2016-12-30\n",
      "Columns: 1375 entries, Equity(0 [A]) to cash\n",
      "dtypes: float64(1375)\n",
      "memory usage: 10.5 MB\n"
     ]
    }
   ],
   "source": [
    "positions.columns = [c for c in positions.columns[:-1]] + ['cash']\n",
    "positions.index = positions.index.normalize()\n",
    "positions.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T19:12:34.494796Z",
     "start_time": "2020-06-17T19:12:34.489769Z"
    }
   },
   "outputs": [],
   "source": [
    "transactions.symbol = transactions.symbol.apply(lambda x: x.symbol)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T19:12:34.516073Z",
     "start_time": "2020-06-17T19:12:34.496529Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>amount</th>\n",
       "      <th>commission</th>\n",
       "      <th>dt</th>\n",
       "      <th>order_id</th>\n",
       "      <th>price</th>\n",
       "      <th>sid</th>\n",
       "      <th>symbol</th>\n",
       "      <th>txn_dollars</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2013-01-08 21:00:00+00:00</th>\n",
       "      <td>6041</td>\n",
       "      <td>None</td>\n",
       "      <td>2013-01-08 21:00:00+00:00</td>\n",
       "      <td>a44489bc734f4e07a2b273bada5c8f25</td>\n",
       "      <td>33.160002</td>\n",
       "      <td>Equity(1093 [FL])</td>\n",
       "      <td>FL</td>\n",
       "      <td>-200319.572518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-08 21:00:00+00:00</th>\n",
       "      <td>3877</td>\n",
       "      <td>None</td>\n",
       "      <td>2013-01-08 21:00:00+00:00</td>\n",
       "      <td>f70745c34016444c927a9664be880f3e</td>\n",
       "      <td>7.440000</td>\n",
       "      <td>Equity(2183 [PDLI])</td>\n",
       "      <td>PDLI</td>\n",
       "      <td>-28844.881803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-08 21:00:00+00:00</th>\n",
       "      <td>-3043</td>\n",
       "      <td>None</td>\n",
       "      <td>2013-01-08 21:00:00+00:00</td>\n",
       "      <td>8b121d3edc7346a9b95dd24c11ea550a</td>\n",
       "      <td>23.339999</td>\n",
       "      <td>Equity(1096 [FLIR])</td>\n",
       "      <td>FLIR</td>\n",
       "      <td>71023.615561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-08 21:00:00+00:00</th>\n",
       "      <td>5468</td>\n",
       "      <td>None</td>\n",
       "      <td>2013-01-08 21:00:00+00:00</td>\n",
       "      <td>80cdb20f45a44e498417c28842938c46</td>\n",
       "      <td>38.350000</td>\n",
       "      <td>Equity(1353 [HLF])</td>\n",
       "      <td>HLF</td>\n",
       "      <td>-209697.800429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-08 21:00:00+00:00</th>\n",
       "      <td>-15396</td>\n",
       "      <td>None</td>\n",
       "      <td>2013-01-08 21:00:00+00:00</td>\n",
       "      <td>ebe9aee31b604064a9192f7556d5f5dd</td>\n",
       "      <td>12.980000</td>\n",
       "      <td>Equity(787 [DAL])</td>\n",
       "      <td>DAL</td>\n",
       "      <td>199840.078299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-30 21:00:00+00:00</th>\n",
       "      <td>-1190</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-12-30 21:00:00+00:00</td>\n",
       "      <td>3bf52e5a7ee5498ab713558be7453b81</td>\n",
       "      <td>28.480000</td>\n",
       "      <td>Equity(2953 [URBN])</td>\n",
       "      <td>URBN</td>\n",
       "      <td>33891.199479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-30 21:00:00+00:00</th>\n",
       "      <td>-5077</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-12-30 21:00:00+00:00</td>\n",
       "      <td>1fda2046d807412bb91a8ca96127b555</td>\n",
       "      <td>16.179999</td>\n",
       "      <td>Equity(1432 [HZNP])</td>\n",
       "      <td>HZNP</td>\n",
       "      <td>82145.854866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-30 21:00:00+00:00</th>\n",
       "      <td>-703</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-12-30 21:00:00+00:00</td>\n",
       "      <td>ef33c8bb4ca74e2194bb945ec491f069</td>\n",
       "      <td>94.239994</td>\n",
       "      <td>Equity(2486 [SAFM])</td>\n",
       "      <td>SAFM</td>\n",
       "      <td>66250.715864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-30 21:00:00+00:00</th>\n",
       "      <td>-1350</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-12-30 21:00:00+00:00</td>\n",
       "      <td>9dbeadfe5d504dd09d0e5eaf260d865e</td>\n",
       "      <td>25.519998</td>\n",
       "      <td>Equity(1463 [IGT])</td>\n",
       "      <td>IGT</td>\n",
       "      <td>34451.997847</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-30 21:00:00+00:00</th>\n",
       "      <td>-2352</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-12-30 21:00:00+00:00</td>\n",
       "      <td>98deb84465ee451d8c0b40456c0d473e</td>\n",
       "      <td>12.790000</td>\n",
       "      <td>Equity(1500 [INVN])</td>\n",
       "      <td>INVN</td>\n",
       "      <td>30082.079561</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           amount commission                        dt  \\\n",
       "2013-01-08 21:00:00+00:00    6041       None 2013-01-08 21:00:00+00:00   \n",
       "2013-01-08 21:00:00+00:00    3877       None 2013-01-08 21:00:00+00:00   \n",
       "2013-01-08 21:00:00+00:00   -3043       None 2013-01-08 21:00:00+00:00   \n",
       "2013-01-08 21:00:00+00:00    5468       None 2013-01-08 21:00:00+00:00   \n",
       "2013-01-08 21:00:00+00:00  -15396       None 2013-01-08 21:00:00+00:00   \n",
       "2016-12-30 21:00:00+00:00   -1190       None 2016-12-30 21:00:00+00:00   \n",
       "2016-12-30 21:00:00+00:00   -5077       None 2016-12-30 21:00:00+00:00   \n",
       "2016-12-30 21:00:00+00:00    -703       None 2016-12-30 21:00:00+00:00   \n",
       "2016-12-30 21:00:00+00:00   -1350       None 2016-12-30 21:00:00+00:00   \n",
       "2016-12-30 21:00:00+00:00   -2352       None 2016-12-30 21:00:00+00:00   \n",
       "\n",
       "                                                   order_id      price  \\\n",
       "2013-01-08 21:00:00+00:00  a44489bc734f4e07a2b273bada5c8f25  33.160002   \n",
       "2013-01-08 21:00:00+00:00  f70745c34016444c927a9664be880f3e   7.440000   \n",
       "2013-01-08 21:00:00+00:00  8b121d3edc7346a9b95dd24c11ea550a  23.339999   \n",
       "2013-01-08 21:00:00+00:00  80cdb20f45a44e498417c28842938c46  38.350000   \n",
       "2013-01-08 21:00:00+00:00  ebe9aee31b604064a9192f7556d5f5dd  12.980000   \n",
       "2016-12-30 21:00:00+00:00  3bf52e5a7ee5498ab713558be7453b81  28.480000   \n",
       "2016-12-30 21:00:00+00:00  1fda2046d807412bb91a8ca96127b555  16.179999   \n",
       "2016-12-30 21:00:00+00:00  ef33c8bb4ca74e2194bb945ec491f069  94.239994   \n",
       "2016-12-30 21:00:00+00:00  9dbeadfe5d504dd09d0e5eaf260d865e  25.519998   \n",
       "2016-12-30 21:00:00+00:00  98deb84465ee451d8c0b40456c0d473e  12.790000   \n",
       "\n",
       "                                           sid symbol    txn_dollars  \n",
       "2013-01-08 21:00:00+00:00    Equity(1093 [FL])     FL -200319.572518  \n",
       "2013-01-08 21:00:00+00:00  Equity(2183 [PDLI])   PDLI  -28844.881803  \n",
       "2013-01-08 21:00:00+00:00  Equity(1096 [FLIR])   FLIR   71023.615561  \n",
       "2013-01-08 21:00:00+00:00   Equity(1353 [HLF])    HLF -209697.800429  \n",
       "2013-01-08 21:00:00+00:00    Equity(787 [DAL])    DAL  199840.078299  \n",
       "2016-12-30 21:00:00+00:00  Equity(2953 [URBN])   URBN   33891.199479  \n",
       "2016-12-30 21:00:00+00:00  Equity(1432 [HZNP])   HZNP   82145.854866  \n",
       "2016-12-30 21:00:00+00:00  Equity(2486 [SAFM])   SAFM   66250.715864  \n",
       "2016-12-30 21:00:00+00:00   Equity(1463 [IGT])    IGT   34451.997847  \n",
       "2016-12-30 21:00:00+00:00  Equity(1500 [INVN])   INVN   30082.079561  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "transactions.head().append(transactions.tail())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T19:12:34.524012Z",
     "start_time": "2020-06-17T19:12:34.517725Z"
    }
   },
   "outputs": [],
   "source": [
    "HDF_PATH = Path('..', 'data', 'assets.h5')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sector Map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T19:12:34.544422Z",
     "start_time": "2020-06-17T19:12:34.525001Z"
    }
   },
   "outputs": [],
   "source": [
    "assets = positions.columns[:-1]\n",
    "with pd.HDFStore(HDF_PATH) as store:\n",
    "    df = store.get('us_equities/stocks')['sector'].dropna()\n",
    "    df = df[~df.index.duplicated()]\n",
    "sector_map = df.reindex(assets).fillna('Unknown').to_dict()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Benchmark"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T19:12:34.567543Z",
     "start_time": "2020-06-17T19:12:34.545775Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DATE\n",
       "2016-12-23 00:00:00+00:00    0.001252\n",
       "2016-12-27 00:00:00+00:00    0.002248\n",
       "2016-12-28 00:00:00+00:00   -0.008357\n",
       "2016-12-29 00:00:00+00:00   -0.000293\n",
       "2016-12-30 00:00:00+00:00   -0.004637\n",
       "Name: S&P500, dtype: float64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with pd.HDFStore(HDF_PATH) as store:\n",
    "    benchmark_rets = store['sp500/fred'].close.pct_change()\n",
    "benchmark_rets.name = 'S&P500'\n",
    "benchmark_rets = benchmark_rets.tz_localize('UTC').filter(returns.index)\n",
    "benchmark_rets.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T19:12:34.584986Z",
     "start_time": "2020-06-17T19:12:34.568546Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Annual return          0.025430\n",
       "Cumulative returns     0.105668\n",
       "Annual volatility      0.084683\n",
       "Sharpe ratio           0.338808\n",
       "Calmar ratio           0.193399\n",
       "Stability              0.261594\n",
       "Max drawdown          -0.131491\n",
       "Omega ratio            1.066584\n",
       "Sortino ratio          0.496716\n",
       "Skew                   0.338218\n",
       "Kurtosis               7.226398\n",
       "Tail ratio             1.043271\n",
       "Daily value at risk   -0.010555\n",
       "Alpha                 -0.001110\n",
       "Beta                   0.246198\n",
       "dtype: float64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "perf_stats(returns=returns,\n",
    "           factor_returns=benchmark_rets)\n",
    "#            positions=positions, \n",
    "#            transactions=transactions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T19:12:39.951635Z",
     "start_time": "2020-06-17T19:12:34.586037Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(14, 5))\n",
    "plot_perf_stats(returns=returns, \n",
    "                factor_returns=benchmark_rets,     \n",
    "                ax=ax)\n",
    "sns.despine()\n",
    "fig.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Returns Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Testing a trading strategy involves backtesting against historical data to fine-tune alpha factor parameters, as well as forward-testing against new market data to validate that the strategy performs well out of sample or if the parameters are too closely tailored to specific historical circumstances.\n",
    "\n",
    "Pyfolio allows for the designation of an out-of-sample period to simulate walk-forward testing. There are numerous aspects to take into account when testing a strategy to obtain statistically reliable results, which we will address here. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T19:12:39.955988Z",
     "start_time": "2020-06-17T19:12:39.953553Z"
    }
   },
   "outputs": [],
   "source": [
    "oos_date = '2016-01-01'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T19:12:40.197347Z",
     "start_time": "2020-06-17T19:12:39.959931Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\"><th>Start date</th><td colspan=4>2013-01-02</td></tr>\n",
       "    <tr style=\"text-align: right;\"><th>End date</th><td colspan=4>2016-12-30</td></tr>\n",
       "    <tr style=\"text-align: right;\"><th>In-sample months</th><td colspan=4>36</td></tr>\n",
       "    <tr style=\"text-align: right;\"><th>Out-of-sample months</th><td colspan=4>12</td></tr>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>All</th>\n",
       "      <th>In-sample</th>\n",
       "      <th>Out-of-sample</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Annual return</th>\n",
       "      <td>2.5%</td>\n",
       "      <td>1.8%</td>\n",
       "      <td>4.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cumulative returns</th>\n",
       "      <td>10.6%</td>\n",
       "      <td>5.6%</td>\n",
       "      <td>4.7%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Annual volatility</th>\n",
       "      <td>8.5%</td>\n",
       "      <td>8.7%</td>\n",
       "      <td>7.6%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sharpe ratio</th>\n",
       "      <td>0.34</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Calmar ratio</th>\n",
       "      <td>0.19</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Stability</th>\n",
       "      <td>0.26</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Max drawdown</th>\n",
       "      <td>-13.1%</td>\n",
       "      <td>-13.1%</td>\n",
       "      <td>-8.3%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Omega ratio</th>\n",
       "      <td>1.07</td>\n",
       "      <td>1.05</td>\n",
       "      <td>1.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sortino ratio</th>\n",
       "      <td>0.50</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Skew</th>\n",
       "      <td>0.34</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kurtosis</th>\n",
       "      <td>7.23</td>\n",
       "      <td>8.09</td>\n",
       "      <td>2.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tail ratio</th>\n",
       "      <td>1.04</td>\n",
       "      <td>1.07</td>\n",
       "      <td>1.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Daily value at risk</th>\n",
       "      <td>-1.1%</td>\n",
       "      <td>-1.1%</td>\n",
       "      <td>-0.9%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gross leverage</th>\n",
       "      <td>0.69</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Daily turnover</th>\n",
       "      <td>23.6%</td>\n",
       "      <td>23.7%</td>\n",
       "      <td>23.1%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alpha</th>\n",
       "      <td>-0.00</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Beta</th>\n",
       "      <td>0.25</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_perf_stats(returns=returns, \n",
    "                factor_returns=benchmark_rets, \n",
    "                positions=positions, \n",
    "                transactions=transactions, \n",
    "                live_start_date=oos_date)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Rolling Returns OOS"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `plot_rolling_returns` function displays cumulative in and out-of-sample returns against a user-defined benchmark (we are using the S&P 500):\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T19:12:40.494849Z",
     "start_time": "2020-06-17T19:12:40.198948Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_rolling_returns(returns=returns, \n",
    "                     factor_returns=benchmark_rets, \n",
    "                     live_start_date=oos_date, \n",
    "                     cone_std=(1.0, 1.5, 2.0))\n",
    "plt.gcf().set_size_inches(14, 8)\n",
    "sns.despine()\n",
    "plt.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plot includes a cone that shows expanding confidence intervals to indicate when out-of-sample returns appear unlikely given random-walk assumptions. Here, our strategy did not perform well against the benchmark during the simulated 2017 out-of-sample period"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary Performance Statistics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "pyfolio offers several analytic functions and plots. The perf_stats summary displays the annual and cumulative returns, volatility, skew, and kurtosis of returns and the SR. The following additional metrics (which can also be calculated individually) are most important:\n",
    "- Max drawdown: Highest percentage loss from the previous peak\n",
    "- Calmar ratio: Annual portfolio return relative to maximal drawdown\n",
    "- Omega ratio: The probability-weighted ratio of gains versus losses for a return target, zero per default\n",
    "- Sortino ratio: Excess return relative to downside standard deviation\n",
    "- Tail ratio: Size of the right tail (gains, the absolute value of the 95th percentile) relative to the size of the left tail (losses, abs. value of the 5th percentile) \n",
    "- Daily value at risk (VaR): Loss corresponding to a return two standard deviations below the daily mean\n",
    "- Alpha: Portfolio return unexplained by the benchmark return\n",
    "- Beta: Exposure to the benchmark\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Rolling Sharpe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T19:12:40.691498Z",
     "start_time": "2020-06-17T19:12:40.495947Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_rolling_sharpe(returns=returns)\n",
    "plt.gcf().set_size_inches(14, 8)\n",
    "sns.despine()\n",
    "plt.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Rolling Beta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T19:12:59.335724Z",
     "start_time": "2020-06-17T19:12:57.230817Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_rolling_beta(returns=returns, factor_returns=benchmark_rets)\n",
    "plt.gcf().set_size_inches(14, 6)\n",
    "sns.despine()\n",
    "plt.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Drawdown Periods"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plot_drawdown_periods(returns) function plots the principal drawdown periods for the portfolio, and several other plotting functions show the rolling SR and rolling factor exposures to the market beta or the Fama French size, growth, and momentum factors:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T19:12:45.243716Z",
     "start_time": "2020-06-17T19:12:42.741393Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows=2, ncols=2, figsize=(16, 10))\n",
    "axes = ax.flatten()\n",
    "\n",
    "plot_drawdown_periods(returns=returns, ax=axes[0])\n",
    "plot_rolling_beta(returns=returns, factor_returns=benchmark_rets, ax=axes[1])\n",
    "plot_drawdown_underwater(returns=returns, ax=axes[2])\n",
    "plot_rolling_sharpe(returns=returns)\n",
    "sns.despine()\n",
    "plt.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This plot, which highlights a subset of the visualization contained in the various tear sheets, illustrates how pyfolio allows us to drill down into the performance characteristics and exposure to fundamental drivers of risk and returns."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Modeling Event Risk"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pyfolio also includes timelines for various events that you can use to compare the performance of a portfolio to a benchmark during this period, for example, during the fall 2015 selloff following the Brexit vote."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-17T19:12:45.437005Z",
     "start_time": "2020-06-17T19:12:45.244834Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "interesting_times = extract_interesting_date_ranges(returns=returns)\n",
    "(interesting_times['Fall2015']\n",
    " .to_frame('momentum_equal_weights').join(benchmark_rets)\n",
    " .add(1).cumprod().sub(1)\n",
    " .plot(lw=2, figsize=(14, 6), title='Post-Brexit Turmoil'))\n",
    "sns.despine()\n",
    "plt.tight_layout();"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Slideshow",
  "kernelspec": {
   "display_name": "Python [conda env:ml4t-zipline]",
   "language": "python",
   "name": "conda-env-ml4t-zipline-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.6"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "222px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
